{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3da17215",
   "metadata": {},
   "source": [
    "**第四周随堂练习**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10796932",
   "metadata": {},
   "source": [
    "# Seaborn 联合分布，边缘分布\n",
    "绘制iris数据集的联合分布和边缘分布，联合分布使用回归分析，提交notebook文件\n",
    "- 我将使用seaborn库中的jointplot/pairplot函数来绘制Iris数据集的联合分布和条件分布。\n",
    "- 这两个函数可以让我们分别同时绘制两个变量的直方图和散点图, 和可以看到任意两个变量之间的散点图关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ec64b20a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width    species\n",
       "145           6.7          3.0           5.2          2.3  virginica\n",
       "146           6.3          2.5           5.0          1.9  virginica\n",
       "147           6.5          3.0           5.2          2.0  virginica\n",
       "148           6.2          3.4           5.4          2.3  virginica\n",
       "149           5.9          3.0           5.1          1.8  virginica"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.datasets import load_iris\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "iris = load_iris()\n",
    "df = pd.DataFrame(data = iris['data'], columns = iris['feature_names'])\n",
    "df['species'] = iris['target']\n",
    "\n",
    "target_name_dict = dict(enumerate(iris['target_names']))\n",
    "df['species'] = df['species'].apply(lambda x: target_name_dict[x])\n",
    "df.columns = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width', 'species']\n",
    "display(df.head())\n",
    "display(df.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1043b139",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=\"sepal_length\", y=\"petal_length\", data=df, kind=\"reg\",\n",
    "              line_kws={'color':'r',\n",
    "                        'alpha':0.3},\n",
    "              scatter_kws={'alpha':0.7});\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9f178b7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 804.75x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df, hue='species');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61a1975e",
   "metadata": {},
   "source": [
    "# 画收益率曲线\n",
    "题目要求：\n",
    "获取贵州茅台（600519）、宁德时代（300750）、药明康德（603259）、科大讯飞（002230）4只股票的2018年1月1日-2020年4月1日所有数据；   \n",
    "（1）画出收益率曲线；（pandas）   \n",
    "（2）（探索性）分析收益特点，相关性（画图matplotlib/seaborn）   \n",
    "（3）（optional） 净值序列计算，如给定一个净值序列，计算年化收益、最大回撤、夏普比率   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b2fc26ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>股票代码</th>\n",
       "      <th>股票名称</th>\n",
       "      <th>收盘价</th>\n",
       "      <th>最高价</th>\n",
       "      <th>最低价</th>\n",
       "      <th>开盘价</th>\n",
       "      <th>前收盘</th>\n",
       "      <th>涨跌额</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>换手率</th>\n",
       "      <th>成交量</th>\n",
       "      <th>成交金额</th>\n",
       "      <th>总市值</th>\n",
       "      <th>流通市值</th>\n",
       "      <th>成交笔数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>600519</td>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>703.85</td>\n",
       "      <td>710.16</td>\n",
       "      <td>689.89</td>\n",
       "      <td>700.00</td>\n",
       "      <td>697.49</td>\n",
       "      <td>6.36</td>\n",
       "      <td>0.9118</td>\n",
       "      <td>0.3949</td>\n",
       "      <td>4961248</td>\n",
       "      <td>3.482408e+09</td>\n",
       "      <td>884174821530</td>\n",
       "      <td>884174821530</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>600519</td>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>715.86</td>\n",
       "      <td>721.40</td>\n",
       "      <td>699.74</td>\n",
       "      <td>701.50</td>\n",
       "      <td>703.85</td>\n",
       "      <td>12.01</td>\n",
       "      <td>1.7063</td>\n",
       "      <td>0.4141</td>\n",
       "      <td>5201941</td>\n",
       "      <td>3.713524e+09</td>\n",
       "      <td>899261757108</td>\n",
       "      <td>899261757108</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>600519</td>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>737.07</td>\n",
       "      <td>743.50</td>\n",
       "      <td>719.33</td>\n",
       "      <td>721.40</td>\n",
       "      <td>715.86</td>\n",
       "      <td>21.21</td>\n",
       "      <td>2.9629</td>\n",
       "      <td>0.5748</td>\n",
       "      <td>7220508</td>\n",
       "      <td>5.309890e+09</td>\n",
       "      <td>925905712446</td>\n",
       "      <td>925905712446</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>600519</td>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>738.36</td>\n",
       "      <td>746.03</td>\n",
       "      <td>728.22</td>\n",
       "      <td>741.00</td>\n",
       "      <td>737.07</td>\n",
       "      <td>1.29</td>\n",
       "      <td>0.1750</td>\n",
       "      <td>0.3183</td>\n",
       "      <td>3998907</td>\n",
       "      <td>2.946493e+09</td>\n",
       "      <td>927526207608</td>\n",
       "      <td>927526207608</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>600519</td>\n",
       "      <td>贵州茅台</td>\n",
       "      <td>752.13</td>\n",
       "      <td>756.50</td>\n",
       "      <td>735.02</td>\n",
       "      <td>735.02</td>\n",
       "      <td>738.36</td>\n",
       "      <td>13.77</td>\n",
       "      <td>1.8649</td>\n",
       "      <td>0.4156</td>\n",
       "      <td>5220456</td>\n",
       "      <td>3.899952e+09</td>\n",
       "      <td>944824051314</td>\n",
       "      <td>944824051314</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           日期    股票代码  股票名称     收盘价     最高价     最低价     开盘价     前收盘    涨跌额  \\\n",
       "0  2018-01-02  600519  贵州茅台  703.85  710.16  689.89  700.00  697.49   6.36   \n",
       "1  2018-01-03  600519  贵州茅台  715.86  721.40  699.74  701.50  703.85  12.01   \n",
       "2  2018-01-04  600519  贵州茅台  737.07  743.50  719.33  721.40  715.86  21.21   \n",
       "3  2018-01-05  600519  贵州茅台  738.36  746.03  728.22  741.00  737.07   1.29   \n",
       "4  2018-01-08  600519  贵州茅台  752.13  756.50  735.02  735.02  738.36  13.77   \n",
       "\n",
       "      涨跌幅     换手率      成交量          成交金额           总市值          流通市值  成交笔数  \n",
       "0  0.9118  0.3949  4961248  3.482408e+09  884174821530  884174821530   NaN  \n",
       "1  1.7063  0.4141  5201941  3.713524e+09  899261757108  899261757108   NaN  \n",
       "2  2.9629  0.5748  7220508  5.309890e+09  925905712446  925905712446   NaN  \n",
       "3  0.1750  0.3183  3998907  2.946493e+09  927526207608  927526207608   NaN  \n",
       "4  1.8649  0.4156  5220456  3.899952e+09  944824051314  944824051314   NaN  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv('Project_sklearn/贵州茅台.csv')\n",
    "display(df.head())\n",
    "\n",
    "name_dict = {'日期':'date', \n",
    "             '收盘价':'close',\n",
    "             '换手率': 'turnover_rate',\n",
    "             '成交量': 'turnover'}\n",
    "df = df.rename(columns=name_dict)\n",
    "df.set_index('date', inplace=True)\n",
    "\n",
    "# 为了简化分析，只抽取df的收盘价和成交量字段, 剩余字段均是基于close得到\n",
    "X = pd.DataFrame({\"price\":df.close,\n",
    "                  'turnover':df.turnover,\n",
    "                  'turnover_rate':df.turnover_rate,\n",
    "                  'price_ewma_5':df.close.ewm(halflife=5).mean(),\n",
    "                  'price_ewma_20':df.close.ewm(halflife=20).mean(),\n",
    "                  'price_ma_5':df.close.rolling(window=5).mean(),\n",
    "                  'price_ma_20':df.close.rolling(window=20).mean(),\n",
    "                  'pct_change':df.close.pct_change(),\n",
    "                  'pct_change_ewma_5': df.close.pct_change().ewm(halflife=5).mean(),\n",
    "                  'pct_change_ewma_20': df.close.pct_change().ewm(halflife=20).mean(),\n",
    "                  'pct_change_ma_5':df.close.pct_change().rolling(window=5).mean(),\n",
    "                  'pct_change_ma_20':df.close.pct_change().rolling(window=20).mean(),\n",
    "                  'revert_pct': 1 / (df.close.pct_change() + 1) - 1,\n",
    "                 })"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12c7224a",
   "metadata": {},
   "source": [
    "**收盘价曲线图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1bb8833b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1)\n",
    "fig.set_size_inches(18, 5)\n",
    "X[['price', 'price_ewma_5', 'price_ewma_20', 'price_ma_5', 'price_ma_20']].plot(ax=ax)\n",
    "ax.set_title('Price Curve')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "345606f2",
   "metadata": {},
   "source": [
    "## 指数加权平均和滚动平均\n",
    "指数加权平均(Exponentially Weighted Moving Average, EWMA)   \n",
    "EWMA是一种基于时间序列数据的平滑方法，对当前数据赋予更高的权重，逐步减少过去的数据的权重，从而实现对数据的平滑处理。   \n",
    "- 对计算资源友好\n",
    "- 由于对当前数据有更高的权重，能准确的反映当前趋势。\n",
    "\n",
    "与**滚动均值(Rolling Mean)**相比\n",
    "- EWMA相对于Rolling Mean更加关注当前数据，能更快的反映数据的变化情况\n",
    "- EWMA平滑效果比Rolling Mean更加平滑，更加敏感，对噪音和异常值也更加敏感\n",
    "- EWMA需要选择一些平滑参数，而Rolling Mean只需要设置窗口大小。EWMA可以根据数据的需要，调整平滑参数\n",
    "- EWMA不需要丢弃数据。Rolling Mean为了达到给定的窗口大小，在数据边缘部分会不可用。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ec5d8ba",
   "metadata": {},
   "source": [
    "## 收益率计算\n",
    "**计算收益率的方法有很多**\n",
    "- df.pct_change()方法, pct_change是 Percentage Change 的意思. 收盘价的 percentage change就是日收益率。\n",
    "- df / df.shift(1) - 1 方法\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "85a17116",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.all(X['price'].pct_change().dropna() == (X['price'] / X['price'].shift(1) - 1).dropna())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "356df522",
   "metadata": {},
   "source": [
    "**收益率曲线特点**\n",
    "- 表面上看，收益率曲线起伏波动非常快速和剧烈，类似噪声。\n",
    "- 收益率曲线围绕中间快速波动，也许在一定程度上可以理解成回归均值\n",
    "- 从联合分布来看，收益率和其他因素的关系也非常像\"白噪声\"\n",
    "\n",
    "**收益率与各因素的相关性**\n",
    "- 相关性高: 和平滑收益率的相关性较高，离当前时间越接近的收益率相关性越高，离得越久远，相关性越低\n",
    "- 相关性低: 当前价格，成交量，换手率等因素与收益率相关性接近0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "54517adb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1)\n",
    "fig.set_size_inches(18, 5)\n",
    "X[['pct_change', 'pct_change_ma_5', 'pct_change_ma_20', 'pct_change_ewma_5', 'pct_change_ewma_20']].plot(ax=ax)\n",
    "ax.set_title('Percentage change in price')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "706a14ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "fig.set_size_inches(15, 6)\n",
    "sns.scatterplot(x='pct_change_ewma_5', y='price', hue='pct_change', data = X, ax=ax1)\n",
    "sns.scatterplot(x='pct_change_ewma_5', y='pct_change_ewma_20', hue='pct_change', data = X, ax=ax2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2800f670",
   "metadata": {},
   "source": [
    "**相关性矩阵**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "069c87e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>turnover</th>\n",
       "      <th>turnover_rate</th>\n",
       "      <th>price_ewma_5</th>\n",
       "      <th>price_ewma_20</th>\n",
       "      <th>price_ma_5</th>\n",
       "      <th>price_ma_20</th>\n",
       "      <th>pct_change</th>\n",
       "      <th>pct_change_ewma_5</th>\n",
       "      <th>pct_change_ewma_20</th>\n",
       "      <th>pct_change_ma_5</th>\n",
       "      <th>pct_change_ma_20</th>\n",
       "      <th>revert_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>price</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.164698</td>\n",
       "      <td>-0.164702</td>\n",
       "      <td>0.990214</td>\n",
       "      <td>0.958252</td>\n",
       "      <td>0.995503</td>\n",
       "      <td>0.981386</td>\n",
       "      <td>0.046867</td>\n",
       "      <td>0.135896</td>\n",
       "      <td>0.233469</td>\n",
       "      <td>0.103401</td>\n",
       "      <td>0.205054</td>\n",
       "      <td>-0.051140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>turnover</th>\n",
       "      <td>-0.164698</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.133916</td>\n",
       "      <td>-0.135578</td>\n",
       "      <td>-0.144366</td>\n",
       "      <td>-0.113968</td>\n",
       "      <td>-0.040539</td>\n",
       "      <td>-0.181293</td>\n",
       "      <td>-0.018495</td>\n",
       "      <td>-0.235982</td>\n",
       "      <td>-0.130164</td>\n",
       "      <td>0.063151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>turnover_rate</th>\n",
       "      <td>-0.164702</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.133919</td>\n",
       "      <td>-0.135579</td>\n",
       "      <td>-0.144371</td>\n",
       "      <td>-0.113971</td>\n",
       "      <td>-0.040538</td>\n",
       "      <td>-0.181298</td>\n",
       "      <td>-0.018507</td>\n",
       "      <td>-0.235977</td>\n",
       "      <td>-0.130172</td>\n",
       "      <td>0.063150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price_ewma_5</th>\n",
       "      <td>0.990214</td>\n",
       "      <td>-0.133916</td>\n",
       "      <td>-0.133919</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.981264</td>\n",
       "      <td>0.996245</td>\n",
       "      <td>0.997867</td>\n",
       "      <td>-0.021302</td>\n",
       "      <td>0.006233</td>\n",
       "      <td>0.145524</td>\n",
       "      <td>-0.012272</td>\n",
       "      <td>0.099185</td>\n",
       "      <td>0.017504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price_ewma_20</th>\n",
       "      <td>0.958252</td>\n",
       "      <td>-0.135578</td>\n",
       "      <td>-0.135579</td>\n",
       "      <td>0.981264</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.966426</td>\n",
       "      <td>0.986148</td>\n",
       "      <td>-0.029131</td>\n",
       "      <td>-0.080999</td>\n",
       "      <td>0.019163</td>\n",
       "      <td>-0.053521</td>\n",
       "      <td>-0.037021</td>\n",
       "      <td>0.025465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price_ma_5</th>\n",
       "      <td>0.995503</td>\n",
       "      <td>-0.144366</td>\n",
       "      <td>-0.144371</td>\n",
       "      <td>0.996245</td>\n",
       "      <td>0.966426</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.988931</td>\n",
       "      <td>-0.017956</td>\n",
       "      <td>0.080035</td>\n",
       "      <td>0.235754</td>\n",
       "      <td>0.029623</td>\n",
       "      <td>0.169772</td>\n",
       "      <td>0.013789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price_ma_20</th>\n",
       "      <td>0.981386</td>\n",
       "      <td>-0.113968</td>\n",
       "      <td>-0.113971</td>\n",
       "      <td>0.997867</td>\n",
       "      <td>0.986148</td>\n",
       "      <td>0.988931</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.021213</td>\n",
       "      <td>-0.009543</td>\n",
       "      <td>0.217721</td>\n",
       "      <td>-0.035789</td>\n",
       "      <td>0.045891</td>\n",
       "      <td>0.017550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pct_change</th>\n",
       "      <td>0.046867</td>\n",
       "      <td>-0.040539</td>\n",
       "      <td>-0.040538</td>\n",
       "      <td>-0.021302</td>\n",
       "      <td>-0.029131</td>\n",
       "      <td>-0.017956</td>\n",
       "      <td>-0.021213</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.486230</td>\n",
       "      <td>0.248765</td>\n",
       "      <td>0.421037</td>\n",
       "      <td>0.204978</td>\n",
       "      <td>-0.999201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pct_change_ewma_5</th>\n",
       "      <td>0.135896</td>\n",
       "      <td>-0.181293</td>\n",
       "      <td>-0.181298</td>\n",
       "      <td>0.006233</td>\n",
       "      <td>-0.080999</td>\n",
       "      <td>0.080035</td>\n",
       "      <td>-0.009543</td>\n",
       "      <td>0.486230</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.810265</td>\n",
       "      <td>0.842849</td>\n",
       "      <td>0.789983</td>\n",
       "      <td>-0.490074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pct_change_ewma_20</th>\n",
       "      <td>0.233469</td>\n",
       "      <td>-0.018495</td>\n",
       "      <td>-0.018507</td>\n",
       "      <td>0.145524</td>\n",
       "      <td>0.019163</td>\n",
       "      <td>0.235754</td>\n",
       "      <td>0.217721</td>\n",
       "      <td>0.248765</td>\n",
       "      <td>0.810265</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.526392</td>\n",
       "      <td>0.851586</td>\n",
       "      <td>-0.251112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pct_change_ma_5</th>\n",
       "      <td>0.103401</td>\n",
       "      <td>-0.235982</td>\n",
       "      <td>-0.235977</td>\n",
       "      <td>-0.012272</td>\n",
       "      <td>-0.053521</td>\n",
       "      <td>0.029623</td>\n",
       "      <td>-0.035789</td>\n",
       "      <td>0.421037</td>\n",
       "      <td>0.842849</td>\n",
       "      <td>0.526392</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.502684</td>\n",
       "      <td>-0.427097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pct_change_ma_20</th>\n",
       "      <td>0.205054</td>\n",
       "      <td>-0.130164</td>\n",
       "      <td>-0.130172</td>\n",
       "      <td>0.099185</td>\n",
       "      <td>-0.037021</td>\n",
       "      <td>0.169772</td>\n",
       "      <td>0.045891</td>\n",
       "      <td>0.204978</td>\n",
       "      <td>0.789983</td>\n",
       "      <td>0.851586</td>\n",
       "      <td>0.502684</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.208059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revert_pct</th>\n",
       "      <td>-0.051140</td>\n",
       "      <td>0.063151</td>\n",
       "      <td>0.063150</td>\n",
       "      <td>0.017504</td>\n",
       "      <td>0.025465</td>\n",
       "      <td>0.013789</td>\n",
       "      <td>0.017550</td>\n",
       "      <td>-0.999201</td>\n",
       "      <td>-0.490074</td>\n",
       "      <td>-0.251112</td>\n",
       "      <td>-0.427097</td>\n",
       "      <td>-0.208059</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       price  turnover  turnover_rate  price_ewma_5  \\\n",
       "price               1.000000 -0.164698      -0.164702      0.990214   \n",
       "turnover           -0.164698  1.000000       1.000000     -0.133916   \n",
       "turnover_rate      -0.164702  1.000000       1.000000     -0.133919   \n",
       "price_ewma_5        0.990214 -0.133916      -0.133919      1.000000   \n",
       "price_ewma_20       0.958252 -0.135578      -0.135579      0.981264   \n",
       "price_ma_5          0.995503 -0.144366      -0.144371      0.996245   \n",
       "price_ma_20         0.981386 -0.113968      -0.113971      0.997867   \n",
       "pct_change          0.046867 -0.040539      -0.040538     -0.021302   \n",
       "pct_change_ewma_5   0.135896 -0.181293      -0.181298      0.006233   \n",
       "pct_change_ewma_20  0.233469 -0.018495      -0.018507      0.145524   \n",
       "pct_change_ma_5     0.103401 -0.235982      -0.235977     -0.012272   \n",
       "pct_change_ma_20    0.205054 -0.130164      -0.130172      0.099185   \n",
       "revert_pct         -0.051140  0.063151       0.063150      0.017504   \n",
       "\n",
       "                    price_ewma_20  price_ma_5  price_ma_20  pct_change  \\\n",
       "price                    0.958252    0.995503     0.981386    0.046867   \n",
       "turnover                -0.135578   -0.144366    -0.113968   -0.040539   \n",
       "turnover_rate           -0.135579   -0.144371    -0.113971   -0.040538   \n",
       "price_ewma_5             0.981264    0.996245     0.997867   -0.021302   \n",
       "price_ewma_20            1.000000    0.966426     0.986148   -0.029131   \n",
       "price_ma_5               0.966426    1.000000     0.988931   -0.017956   \n",
       "price_ma_20              0.986148    0.988931     1.000000   -0.021213   \n",
       "pct_change              -0.029131   -0.017956    -0.021213    1.000000   \n",
       "pct_change_ewma_5       -0.080999    0.080035    -0.009543    0.486230   \n",
       "pct_change_ewma_20       0.019163    0.235754     0.217721    0.248765   \n",
       "pct_change_ma_5         -0.053521    0.029623    -0.035789    0.421037   \n",
       "pct_change_ma_20        -0.037021    0.169772     0.045891    0.204978   \n",
       "revert_pct               0.025465    0.013789     0.017550   -0.999201   \n",
       "\n",
       "                    pct_change_ewma_5  pct_change_ewma_20  pct_change_ma_5  \\\n",
       "price                        0.135896            0.233469         0.103401   \n",
       "turnover                    -0.181293           -0.018495        -0.235982   \n",
       "turnover_rate               -0.181298           -0.018507        -0.235977   \n",
       "price_ewma_5                 0.006233            0.145524        -0.012272   \n",
       "price_ewma_20               -0.080999            0.019163        -0.053521   \n",
       "price_ma_5                   0.080035            0.235754         0.029623   \n",
       "price_ma_20                 -0.009543            0.217721        -0.035789   \n",
       "pct_change                   0.486230            0.248765         0.421037   \n",
       "pct_change_ewma_5            1.000000            0.810265         0.842849   \n",
       "pct_change_ewma_20           0.810265            1.000000         0.526392   \n",
       "pct_change_ma_5              0.842849            0.526392         1.000000   \n",
       "pct_change_ma_20             0.789983            0.851586         0.502684   \n",
       "revert_pct                  -0.490074           -0.251112        -0.427097   \n",
       "\n",
       "                    pct_change_ma_20  revert_pct  \n",
       "price                       0.205054   -0.051140  \n",
       "turnover                   -0.130164    0.063151  \n",
       "turnover_rate              -0.130172    0.063150  \n",
       "price_ewma_5                0.099185    0.017504  \n",
       "price_ewma_20              -0.037021    0.025465  \n",
       "price_ma_5                  0.169772    0.013789  \n",
       "price_ma_20                 0.045891    0.017550  \n",
       "pct_change                  0.204978   -0.999201  \n",
       "pct_change_ewma_5           0.789983   -0.490074  \n",
       "pct_change_ewma_20          0.851586   -0.251112  \n",
       "pct_change_ma_5             0.502684   -0.427097  \n",
       "pct_change_ma_20            1.000000   -0.208059  \n",
       "revert_pct                 -0.208059    1.000000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(X.corr())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47070429",
   "metadata": {},
   "source": [
    "# 给定一个净值序列，计算年化收益、最大回撤、夏普比率\n",
    "## 年化收益\n",
    "假设策略平均收益为$p$, 策略交易$n$天，则策略年化收益(假设一年有245个交易日)为:\n",
    "$$\n",
    "Return_{annual} = (1+p)^{\\frac{245}{n}} - 1\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cb5a0da8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 年化收益\n",
    "def annual_profit(days, net_value):\n",
    "    annual_profit = 0\n",
    "    if days > 0:\n",
    "        years = days / 245\n",
    "        annual_profit = np.power(net_value, 1 / years) - 1\n",
    "    return annual_profit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d86adf01",
   "metadata": {},
   "outputs": [],
   "source": [
    "first_close = X['price'][0]\n",
    "net_values = X['price'] / first_close"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ea6d389",
   "metadata": {},
   "source": [
    "## 最大回撤\n",
    "最大回撤指的是在一段时间内，投资组合或资产价格从峰值下跌的最大百分比。换句话说，它是在某一时间段内最大亏损相对于投资组合或资产在此期间内获得的最大价值的比例。   \n",
    "最大回撤通常用于衡量投资组合或资产的风险，因为它可以显示出该投资在过去的最坏情况下会有多大的亏损。越大的最大回撤意味着越大的风险和不稳定性。因此，对于投资者来说，了解最大回撤是非常重要的，以便更好地了解其所持有的投资的风险和潜在风险回报比。   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9969ca6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 最大回撤\n",
    "def max_drawdown(net_values):\n",
    "    max_dd = 0\n",
    "    index = 0\n",
    "    # 双层循环找出最大回撤\n",
    "    for net_value in net_values:\n",
    "        # 计算从当前开始直到结束，和当前净值相比的最大回撤\n",
    "        for sub_net_value in net_values[index:]:\n",
    "            # 计算回撤\n",
    "            drawdown = 1 - sub_net_value / net_value\n",
    "            # 如果当前的回撤大于已经计算的最大回撤，则当前回撤作为最大回撤\n",
    "            if drawdown > max_dd:\n",
    "                max_dd = drawdown\n",
    "        index += 1\n",
    "    return max_dd\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b65853de",
   "metadata": {},
   "source": [
    "## 夏普比率(Sharp Ratio)\n",
    "Sharp Ratio是一种衡量投资组合风险调整后收益率的指标。它是由诺贝尔经济学奖得主威廉·夏普（William F. Sharpe）提出的，常被用于比较不同投资组合的风险收益水平。\n",
    "\n",
    "Sharp Ratio计算公式是\n",
    "$$\n",
    "Sharp Ratio = \\frac{R_p - R_f}{\\sigma_p}\n",
    "$$\n",
    "其中,$R_p$是投资组合的预期收益率, $R_f$是无风险收益率, $\\sigma_p$是投资组合的标准差，表示投资组合的波动。   \n",
    "Sharp Ratio 表示每承受一单位总风险，会产生多少的超额报酬，可以同时对策略的收益与风险进行综合考虑。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e0b25d6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def daily_profit(net_values):\n",
    "    daily_profits = np.array([])\n",
    "    for i in range(1, len(net_values)):\n",
    "        r = net_values[i] - net_values[i-1]\n",
    "        daily_profits = np.append(daily_profits, r)\n",
    "    return daily_profits\n",
    "\n",
    "def sharp_ratio(net_values, rf):\n",
    "    rp = annual_profit(len(net_values), net_values[-1])\n",
    "    r_std = daily_profit(net_values).var() ** 0.5\n",
    "    return (rp - rf) / r_std / np.sqrt(245)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "798669e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "茅台年化收益=0.2233276913363147\n",
      "茅台最大回撤=0.34433614034209636\n",
      "茅台夏普比率=0.4940972004127823\n"
     ]
    }
   ],
   "source": [
    "print('茅台年化收益={}'.format(annual_profit(len(net_values), net_values[-1])))\n",
    "print('茅台最大回撤={}'.format(max_drawdown(net_values)))\n",
    "print('茅台夏普比率={}'.format(sharp_ratio(net_values, 0.03)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "28e71416",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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